In addition, they show a counter-intuitive scaling limit: their reasoning effort and hard work raises with challenge complexity around a degree, then declines Regardless of acquiring an sufficient token finances. By comparing LRMs with their common LLM counterparts under equivalent inference compute, we discover a few functionality regimes: (1) https://www.youtube.com/watch?v=snr3is5MTiU